There are fungi in entire different genera that are VERY morphologically similar, and the apps are just not there yet — likely won't be for a few dozen years.
An app can make a lethal mistake much easier than a human.
I doubt your “few dozen years” though. Humans are only so good at it themselves. Computing has improved a lot since 1984 (3 dozen years ago), and so I’d wager that by 2050 we can be better than human at “Eat or not?” for fungi. Up for a longbets.org wager? :)
And given that mushrooms can kill you, it may simply never be advisable to rely on any photo based identification.
For all the myco folks here: Do you have a sense of whether or not the multiple hours mentioned is “required” or “just” makes it easier to get a strong signal? (That is, how much is the signal boost due to our inability to see well as humans)
all of these variables could of course be coded for a good classification algorithm.
just saying, it's often more than simply visual.
Sometimes when it didn't seem to give a high accurate match it says 'dicots' for the family.
It said hemp family for my hops, I guess it's hard to get an exact match of hops, unless they're flowering I guess. But impressed it got that, it seems a hard problem!
Edit: it did get hops eventually after trying a different angle :)